Does matrix A belong to span(A_1,A_2, )

  • Context: Undergrad 
  • Thread starter Thread starter FrogPad
  • Start date Start date
  • Tags Tags
    Matrix
Click For Summary

Discussion Overview

The discussion revolves around the question of whether a given matrix A belongs to the span of other matrices A_1, A_2, and A_3. Participants explore the implications of this question in the context of linear algebra, particularly focusing on the representation of matrices as vectors and the conditions for linear combinations.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Homework-related

Main Points Raised

  • One participant expresses confusion about the question of whether matrix A belongs to span(A_1, A_2, A_3) and seeks clarification on how to approach it.
  • Another participant explains that any 2x2 matrix can be considered as an element of R^4, equating the dimensionality of the two spaces, and discusses the concept of linear combinations in this context.
  • A third participant elaborates on the vector space properties of matrices, stating that to determine if a matrix is in the span, one must find a linear combination of the given matrices that equals the matrix in question.
  • Participants discuss the notation and potential confusion arising from mathematical expressions, emphasizing the importance of clarity in mathematical communication.

Areas of Agreement / Disagreement

There is a general agreement on the understanding that 2x2 matrices can be treated as vectors in R^4, but the discussion includes varying levels of clarity and understanding regarding the implications of this and the specific question posed. Some participants express confusion, while others provide explanations, indicating that the discussion remains somewhat unresolved in terms of the initial question's clarity.

Contextual Notes

Participants note that the question lacks detail and that assumptions about the matrices A_1, A_2, and A_3 are not fully specified, which may affect the ability to determine if A belongs to their span. The discussion also highlights potential ambiguities in mathematical notation that could lead to misunderstandings.

Who May Find This Useful

Students preparing for tests in linear algebra, individuals seeking clarification on the concept of spans in vector spaces, and those interested in the representation of matrices as vectors may find this discussion beneficial.

FrogPad
Messages
801
Reaction score
0
Please excuse the lack of latex, I'm in somewhat of a hurry and I do not have the time to lookup the latex syntax for matrices. With that out of the way, here is my question?

For an upcoming test question we were given example questions that may or may not appear on the test.
One question was given as:

Does matrix A belong to span(A_1,A_2,A_3)
A_1 = (1 2)
(3 4)
A_2 = ...
A_3 = ...

or for which values of [tex]\alpha[/tex]
--------
NOTE:
The syntax of A_1 is just what I'm using it to make it readable, thus:
a_11 = 1
a_12 = 2
a_21 = 3
a_22 = 4
--------

So, as you can see the question is not really detailed. It's just to give us an idea of the question. If the question was something like:

does [tex]\vec{V}[/tex] belong to span(A_1,A_2) where A_1=(1,4,3)^T , A_2=(-2,-1,0)^T

Then I definitely understand how to solve the problem. I'm just confused with the comment of, does this matrix belong, and where A_1 will equal something like:
(a b)
(c d)

Would it make sense to solve the problem like this:
* If we use the given problem above.
----
Does matrix A belong to span(A_1,A_2,A_3)
A_1 = (1 2)
(3 4)
A_2 = ...
A_3 = ...
----
* Then write A_n as a vector like:
Does the matrix A (where A=something like (a1,a2,a3,a4)^T ) belong to span(A_1,A_2,A_3)
where A_n = something like (a,b,c,d)^T


Ok, sorry if this is confusing... I just feel like I don't understand well enough what the question is asking. Also, one last thing... when someone says span(A_1,A_2)
where A_1 = (a b)
(c d)
does that mean that A_1 is in the vector space R^4 and is that the same as R^(2x2)?

thank you. and again I apologize for not using tex. (i'm just in a hurry here)
:)
thanks guys
 
Physics news on Phys.org
Ok, sorry if this is confusing... I just feel like I don't understand well enough what the question is asking. Also, one last thing... when someone says span(A_1,A_2)
where A_1 = (a b)
(c d)
does that mean that A_1 is in the vector space R^4 and is that the same as R^(2x2)?

Actually, any 2 by 2 matrix can be considered to be in R^4 which is, of course, the same as R^(2x2) because 2x2= 4! To say that A belongs to the span of A1, A2, A3 means that A is a linear combination of A1, A2, and A3. that is that A= aA1+ bA2+ bA3 for some numbers a, b, c. Since, in this example every matrix has 4 components, this gives 4 equations for the 3 numbers a, b, c. The fact that 4 "independent" equations in 3 unknowns does not necessarily have a solution is what leads to the question about whether that is possible at all.
 
A matrix is a vector in the sense that the set of (m x n) matrices form a vecto space. Just check for yourself (check the rules for addition and scalar multiplication). So, to see if a vector v is in Span{v1, v2, ..., vk}, see if you can find a linear combination of the vi such that v equals it, i.e.

[tex]v = a_1v_1 + \dots + a_kv_k[/tex]

In your case, the [itex]a_i[/itex] will probably be real numbers, and v and the [itex]v_i[/itex] will be 2x2 matrices. This will give you 4 equations (one equation for the 1,1 element of v = the 1,1 element of the linear combination, one equation for the 1,2 element of v = the 1,2 element of the lin. comb, etc.) with k unknowns (a1, ..., ak). If a solution for the ai exists, it is in the span.

And yes, you could treat the 2x2 matrices as elements of R^4. They are NOT the same, but expressing the matrix:

(a b)
(c d)

with respect to the standard basis will give you the co-ordinates (a, b, c, d) which looks just what you're used to seeing when you talk about vectors of R^4. Note that really, (a, b, c, d) is not a vector of R^4, but an expression of a vector (in some 4-dim vector space) with respect to some basis. And, of course, R^4 is the same as R^(2x2) since 2x2 = 4 ;).
 
Ok awesome, I definitely understand the problem now. Yeah, one would think that [tex]\Re^{2 \times 2}[/tex] would be equal to [tex]\Re^{4}[/tex] since 2x2=4 :) But sometimes I think math notation can be confusing, such as:

[tex]sin^{-1}(x) \neq \frac{1}{sin(x)}[/tex]

- or -

[tex] y=x^2[/tex]
[tex] y'=2x=2x^1[/tex]
yet then someone could then use: [tex]x'[/tex] as a variable, and it has no relation to the derivative.

- or -

[tex] \frac{\partial^2}{\partial x^2} \neq \frac{\partial}{\partial x} \times \frac{ \partial}{\partial x}[/tex]



etc... I mean yes you can definitely get used to it, and it works. But I'd just rather ask a question instead of assuming something. :)

so anyways, thank you... I appreciate it.
 

Similar threads

  • · Replies 10 ·
Replies
10
Views
3K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 7 ·
Replies
7
Views
3K
Replies
2
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 12 ·
Replies
12
Views
4K
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 7 ·
Replies
7
Views
3K